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###this is the rmarkdown file for “for live session 2” assignment

#load libraries to be used
library(ggplot2)
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(ggthemes)
#load the file onto R
cols = c("position" = "factor", "height" = "factor", "college" = "factor")
BBall <- read.csv("C:\\Users\\Migue\\Documents\\SMU\\Spring 2022\\6306 - Doing Data Science\\Unit2\\PlayersBBall.csv", header = TRUE, colClasses = c("position" = "factor", "height" = "numeric","college" = "factor", "weight" = "numeric"))
summary(BBall$position)
##         C  C-F    F  F-C  F-G    G  G-F 
##    1  502  219 1290  388  216 1574  360

#First part visually represent the number of players in each position

#easiest way to see number of players by position is a bar chart since these are classes

BBall %>% ggplot(aes(x = position)) + geom_bar(fill = "Darkslategray") +theme_stata() + ggtitle("Count of NBA Players by Position \n (1950-2018)")

#second part, visually investigate that the distribution of the weights of centers is greater than the weights of forwards

#start by setting up plot window to 2 columns using par(mfrow())
par(mfrow = c(2,1))

BBall[BBall$position == "C",] %>% ggplot(aes(x = weight)) + geom_histogram(fill = "darkslategray") +ggtitle("Weight Distribution for NBA Centers") + theme_stata()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 2 rows containing non-finite values (stat_bin).

BBall[BBall$position == "F",] %>% ggplot(aes(x = weight)) + geom_histogram(fill = "darkslategray") +ggtitle("Weight Distribution for NBA Forwards")+ theme_stata()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 1 rows containing non-finite values (stat_bin).

#second attempt at showing the difference in distribution using a single plot instead of side by side (with a curve line instead of adjusting window)

BBall[BBall$position == "C" | BBall$position == "F",] %>% ggplot(aes(x = position, y = weight)) + geom_boxplot(fill = "darkslategray", color = "#4c9c9c") +theme_stata() + ggtitle("Weight Distributions for NBA Centers \n & Forwards")
## Warning: Removed 3 rows containing non-finite values (stat_boxplot).

#third part visually investigate if height of C is higher than height of F

#did some data wrangling to clean up the table to change height formats from ft-in to feet in decimal form, ex. 6-3 -> 6.25
class(BBall$height)
## [1] "numeric"
BBall[BBall$position == "C" | BBall$position == "F",] %>%  ggplot(aes(x = position, y = height)) + geom_boxplot(fill = "darkslategray", color = "#4c9c9c") + theme_stata()+ ggtitle("Height Distribution of NBA Centers \n & Forwards")

#fourth part, use dataset to visually investigate if the distribution of height is different between any of the positions

#not sure about this one, I would still think a boxplot comparing all the positions
BBall[BBall$position %in% c("C", "F", "C-F", "F-C", "G", "F-G", "G-F"),] %>%  ggplot(aes(x = position, y = height)) + geom_boxplot(fill = "darkslategray", color = "#4c9c9c") + theme_stata() + ggtitle("Height Distribution of NBA Players \n by Position") 

#fifth section, visualizing how height changes by player’s weight

#how does x = weight explains  y =  height

BBall %>%  ggplot(aes(x = weight, y = height)) + geom_point(position = "Jitter", aes(color = position)) + geom_smooth() + theme_stata() + scale_color_tableau() + ggtitle("Height (ft) vs. Weight (lbs) for NBA Players")
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## Warning: Removed 6 rows containing non-finite values (stat_smooth).
## Warning: Removed 6 rows containing missing values (geom_point).

#section 6, is there a difference for the relationship between height and weight for different positions

BBall[BBall$position %in% c("C", "F", "C-F", "F-C", "G", "F-G", "G-F"),] %>%  ggplot(aes(x = weight, y = height)) + geom_point(position = "jitter", aes(color = position)) + geom_smooth() +facet_wrap(~position) + theme_stata() + scale_color_tableau() + ggtitle("Height (ft) vs. Weight (lbs) for NBA Players")
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## Warning: Removed 5 rows containing non-finite values (stat_smooth).
## Warning: Removed 5 rows containing missing values (geom_point).

#section 7 analyze the claim (visually) by historian that players heights have increased over the years

#to analyze this we will check a players starting year (as opposed to end year to account for players with shorter/longer careers)
#picking career start to control for players who might have joined at a younger/older age
BBall %>%  ggplot(aes(x = year_start, y = height)) + geom_point(position = "jitter", aes(color = position)) + geom_smooth() + theme_stata() + scale_color_tableau() + ggtitle("NBA Players Height by Year of Career Start")
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

#section 8

library(plotly) #load plotly to build 3d plot
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
BBall[BBall$position %in% c("C", "F", "C-F", "F-C", "G", "F-G", "G-F"),] %>% plot_ly(x = ~height, y = ~weight, z = ~year_start, color = ~position) %>%  add_markers() %>% layout(scene = list(xaxis = list(title = "Player Height (ft)"),
                                                                                                                                                                                              yaxis = list(title = "Player Weight (lbs)"),
                                                                                                                                                                                              zaxis = list(title = "Year of Career Start")),legend = list(title = list(text = "<b>Position<b>")))
## Warning: Ignoring 5 observations

#section 9

#picked animated bubble chart, to visualize trend over time
library(gganimate) #needed to analyze a trend over time
library(gifski) #needed to render the animation into gif
TopSchools = c("University of Kentucky", "University of California, Los Angeles", "University of North Carolina", 
                           "University of Kansas", "Duke University","Indiana University", "University of Notre Dame")
schools = c("Duke","Indiana University", "UCLA", "Kansas", "Kentucky", "UNC", "Notre Dame")
p <- BBall[BBall$college %in% TopSchools & BBall$year_start > 1997,] %>% 
  ggplot(aes(x = college, fill = college)) + 
  geom_bar()+ scale_x_discrete(labels = schools) +
  theme_stata()+ scale_fill_tableau() +
  labs(title = 'Players Drafted into the NBA by School \n Year: {frame_time}') +
  transition_time(year_start) +
  enter_fade() + 
  enter_grow() +
  ease_aes('sine-in-out')
animate(p, width = 826, height = 525, duration = 20)

#last part, separate dataset Visually test the claim that the distribution of incomes increase (mean or median) as the education level rises

library(plotly)
EdIncm <- read.csv("C:\\Users\\Migue\\Documents\\SMU\\Spring 2022\\6306 - Doing Data Science\\Unit2\\EducationIncome.csv", header = TRUE, colClasses = c( "Educ" = "factor"))
EdIncm
##      ï..Subject  Educ Income2005
## 1             2    12       5500
## 2             6    16      65000
## 3             7    12      19000
## 4             8 13-15      36000
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EdSort = c("<12", "12", "13-15", "16", ">16") #order to re-sort x axis
summary(EdIncm$Educ)
##   <12   >16    12 13-15    16 
##   136   374  1020   648   406
E <- EdIncm %>% ggplot(aes(x = Educ, y = Income2005)) + geom_boxplot(color = "#4c9c9c", fill = "darkslategray") +scale_x_discrete(labels = EdSort) + scale_y_continuous(labels = scales::comma) + theme_stata() + stat_summary(fun = mean, color = "white", shape = 18) + ggtitle("Income for 2005 vs Educational Level")
E
## Warning: Removed 5 rows containing missing values (geom_segment).

ggplotly(E)
## Warning: 'box' objects don't have these attributes: 'mode'
## Valid attributes include:
## 'alignmentgroup', 'boxmean', 'boxpoints', 'customdata', 'customdatasrc', 'dx', 'dy', 'fillcolor', 'hoverinfo', 'hoverinfosrc', 'hoverlabel', 'hoveron', 'hovertemplate', 'hovertemplatesrc', 'hovertext', 'hovertextsrc', 'ids', 'idssrc', 'jitter', 'legendgroup', 'legendgrouptitle', 'legendrank', 'line', 'lowerfence', 'lowerfencesrc', 'marker', 'mean', 'meansrc', 'median', 'mediansrc', 'meta', 'metasrc', 'name', 'notched', 'notchspan', 'notchspansrc', 'notchwidth', 'offsetgroup', 'opacity', 'orientation', 'pointpos', 'q1', 'q1src', 'q3', 'q3src', 'quartilemethod', 'sd', 'sdsrc', 'selected', 'selectedpoints', 'showlegend', 'stream', 'text', 'textsrc', 'transforms', 'type', 'uid', 'uirevision', 'unselected', 'upperfence', 'upperfencesrc', 'visible', 'whiskerwidth', 'width', 'x', 'x0', 'xaxis', 'xcalendar', 'xhoverformat', 'xperiod', 'xperiod0', 'xperiodalignment', 'xsrc', 'y', 'y0', 'yaxis', 'ycalendar', 'yhoverformat', 'yperiod', 'yperiod0', 'yperiodalignment', 'ysrc', 'key', 'set', 'frame', 'transforms', '_isNestedKey', '_isSimpleKey', '_isGraticule', '_bbox'